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Music Transcription

Music transcription is the task of converting an acoustic musical signal into some form of music notation.

( Image credit: ISMIR 2015 Tutorial - Automatic Music Transcription )

Papers

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Showing 1–50 of 96 papers

TitleStatusHype
A Lightweight Instrument-Agnostic Model for Polyphonic Note Transcription and Multipitch EstimationCode4
YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem AugmentationCode3
Scoring Time Intervals using Non-Hierarchical Transformer For Automatic Piano TranscriptionCode3
MR-MT3: Memory Retaining Multi-Track Music Transcription to Mitigate Instrument LeakageCode2
Cross-domain Neural Pitch and Periodicity EstimationCode2
M4Singer: a Multi-Style, Multi-Singer and Musical Score Provided Mandarin Singing CorpusCode2
Omnizart: A General Toolbox for Automatic Music TranscriptionCode2
D3RM: A Discrete Denoising Diffusion Refinement Model for Piano TranscriptionCode1
Source Separation & Automatic Transcription for MusicCode1
End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical DecodingCode1
Automatic Piano Transcription with Hierarchical Frequency-Time TransformerCode1
FretNet: Continuous-Valued Pitch Contour Streaming for Polyphonic Guitar Tablature TranscriptionCode1
The Chamber Ensemble Generator: Limitless High-Quality MIR Data via Generative ModelingCode1
Unaligned Supervision For Automatic Music Transcription in The WildCode1
Skipping the Frame-Level: Event-Based Piano Transcription With Neural Semi-CRFsCode1
MT3: Multi-Task Multitrack Music TranscriptionCode1
A Unified Model for Zero-shot Music Source Separation, Transcription and SynthesisCode1
Sequence-to-Sequence Piano Transcription with TransformersCode1
The Effect of Spectrogram Reconstruction on Automatic Music Transcription: An Alternative Approach to Improve Transcription AccuracyCode1
The MIDI Degradation Toolkit: Symbolic Music Augmentation and CorrectionCode1
Residual Shuffle-Exchange Networks for Fast Processing of Long SequencesCode1
Bayesian Sparsification of Deep C-valued NetworksCode1
A holistic approach to polyphonic music transcription with neural networksCode1
Enabling Factorized Piano Music Modeling and Generation with the MAESTRO DatasetCode1
Onsets and Frames: Dual-Objective Piano TranscriptionCode1
Deep Complex NetworksCode1
Learning Features of Music from ScratchCode1
Music transcription modelling and composition using deep learningCode1
Fretting-Transformer: Encoder-Decoder Model for MIDI to Tablature Transcription—0
Dialogue in Resonance: An Interactive Music Piece for Piano and Real-Time Automatic Transcription System—0
Unified Cross-modal Translation of Score Images, Symbolic Music, and Performance Audio—0
Automatic Music Transcription using Convolutional Neural Networks and Constant-Q transform—0
Music Tempo Estimation on Solo Instrumental Performance—0
Scalable Approximate Algorithms for Optimal Transport Linear ModelsCode0
Multi-task learning-based temporal pattern matching network for guitar tablature transcription—0
Meta-learning-based percussion transcription and tala identification from low-resource audio—0
Piano Transcription by Hierarchical Language Modeling with Pretrained Roll-based Encoders—0
Tuning Music Education: AI-Powered Personalization in Learning Music—0
A Transformer-Based Visual Piano Transcription Algorithm—0
Just Label the Repeats for In-The-Wild Audio-to-Score AlignmentCode0
Music Foundation Model as Generic Booster for Music Downstream Tasks—0
AMT-APC: Automatic Piano Cover by Fine-Tuning an Automatic Music Transcription Model—0
Development of Large Annotated Music Datasets using HMM-based Forced Viterbi Alignment—0
Quantifying the Corpus Bias Problem in Automatic Music Transcription SystemsCode0
Polyphonic Piano Music Transcription System Exploiting Mutual Correlations of Different Musical Note States—0
Machine Learning Techniques in Automatic Music Transcription: A Systematic Survey—0
High Resolution Guitar Transcription via Domain Adaptation—0
Engraving Oriented Joint Estimation of Pitch Spelling and Local and Global Keys—0
A Data-Driven Analysis of Robust Automatic Piano Transcription—0
Annotation-free Automatic Music Transcription with Scalable Synthetic Data and Adversarial Domain Confusion—0
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All datasetsMAESTROMAPSMusicNetSlakh2100URMPSMD Piano

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transkun V2 (SemiCRF)Onset F198.32—Unverified
2hFT-TransformerOnset F197.44—Unverified
3Kim et al.Onset F197.23—Unverified
4YourMT3+ (YPTF.MoE+M) noPSOnset F196.98—Unverified
5Kong et al.Onset F196.72—Unverified
6YourMT3+ (YPTF.MoE+M)Onset F196.52—Unverified
7Semi-CRFOnset F196.11—Unverified
8MT3 (single dataset)Onset F188—Unverified
9MT3 (multi dataset)Onset F186—Unverified
#ModelMetricClaimedVerifiedStatus
1Transkun V2 (SemiCRF) with Data AugmentationOnset F190.38—Unverified
2YourMT3+ (YPTF.MoE+M, unseen) noPSOnset F188.73—Unverified
3Edwards et al.Onset F188.4—Unverified
4YourMT3+ (YPTF+S, unseen)Onset F188.37—Unverified
5Transkun V2 (SemiCRF)Onset F186.1—Unverified
6hFT-TransformerOnset F185.14—Unverified
#ModelMetricClaimedVerifiedStatus
1Residual Shuffle-Exchange networkAPS78.02—Unverified
2Complex TransformerAPS74.22—Unverified
3Deep Complex NetworkAPS72.9—Unverified
4Concatenated TransformerAPS71.3—Unverified
5Deep Real NetworkAPS69.6—Unverified
6CNN (64 stride)APS67.8—Unverified
#ModelMetricClaimedVerifiedStatus
1YourMT3+ (YPTF.MoE+M)note-level F-measure-no-offset (Fno)0.85—Unverified
2PerceiverTFnote-level F-measure-no-offset (Fno)0.82—Unverified
3MT3 (colab)note-level F-measure-no-offset (Fno)0.75—Unverified
4Jointistnote-level F-measure-no-offset (Fno)0.6—Unverified
5MT3note-level F-measure-no-offset (Fno)0.57—Unverified
6Basic Pitchnote-level F-measure-no-offset (Fno)0.43—Unverified
#ModelMetricClaimedVerifiedStatus
1YourMT3+ (YPTF.MoE+M)Onset F181.79—Unverified
2MT3Onset F177—Unverified
#ModelMetricClaimedVerifiedStatus
1Transkun V2 (SemiCRF) with Data AugmentationOnset F198.71—Unverified